{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#         Pima Indians Diabetes Data Set（皮马印第安人糖尿病数据集）进行分类器\n",
    "      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 首先 import 必要的模块\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import log_loss  \n",
    "from matplotlib import pyplot\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、读取数据 & 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pregnancies</th>\n",
       "      <th>Glucose</th>\n",
       "      <th>BloodPressure</th>\n",
       "      <th>SkinThickness</th>\n",
       "      <th>Insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>DiabetesPedigreeFunction</th>\n",
       "      <th>Age</th>\n",
       "      <th>Outcome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Pregnancies  Glucose  BloodPressure  SkinThickness  Insulin   BMI  \\\n",
       "0            6      148             72             35        0  33.6   \n",
       "1            1       85             66             29        0  26.6   \n",
       "2            8      183             64              0        0  23.3   \n",
       "3            1       89             66             23       94  28.1   \n",
       "4            0      137             40             35      168  43.1   \n",
       "\n",
       "   DiabetesPedigreeFunction  Age  Outcome  \n",
       "0                     0.627   50        1  \n",
       "1                     0.351   31        0  \n",
       "2                     0.672   32        1  \n",
       "3                     0.167   21        0  \n",
       "4                     2.288   33        1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据\n",
    "# path to where the data lies\n",
    "train = pd.read_csv(\"diabetes.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "9维数据包括一个输出Outcome"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "Pregnancies                 768 non-null int64\n",
      "Glucose                     768 non-null int64\n",
      "BloodPressure               768 non-null int64\n",
      "SkinThickness               768 non-null int64\n",
      "Insulin                     768 non-null int64\n",
      "BMI                         768 non-null float64\n",
      "DiabetesPedigreeFunction    768 non-null float64\n",
      "Age                         768 non-null int64\n",
      "Outcome                     768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "只有BMI和DiabetesPedigreeFunction 是浮点型变量 其他均为整型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "field Glucose : num 0-entries: 5\n",
      "field BloodPressure : num 0-entries: 35\n",
      "field SkinThickness : num 0-entries: 227\n",
      "field Insulin : num 0-entries: 374\n",
      "field BMI : num 0-entries: 11\n"
     ]
    }
   ],
   "source": [
    "#文中提及缺失值为0，查询0的值\n",
    "fields = ['Glucose','BloodPressure','SkinThickness','Insulin','BMI']\n",
    "for field in fields :\n",
    "    print('field %s : num 0-entries: %d' % (field, len(train.loc[ train[field] == 0, field ])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Field: Glucose; fixed 5 entries with value: 117.000\n",
      "Field: BloodPressure; fixed 35 entries with value: 72.000\n",
      "Field: SkinThickness; fixed 227 entries with value: 29.000\n",
      "Field: Insulin; fixed 374 entries with value: 125.000\n",
      "Field: BMI; fixed 11 entries with value: 32.300\n",
      "Field Glucose : num 0-entries: 0\n",
      "Field BloodPressure : num 0-entries: 0\n",
      "Field SkinThickness : num 0-entries: 0\n",
      "Field Insulin : num 0-entries: 0\n",
      "Field BMI : num 0-entries: 0\n"
     ]
    }
   ],
   "source": [
    "#填充0的值，用中值进行补充\n",
    "def replace_zero_field(train, field):\n",
    "    nonzero_vals = train.loc[train[field] != 0, field]\n",
    "    avg = nonzero_vals.median()\n",
    "    length = len(train.loc[ train[field] == 0, field])   # num of 0-entries\n",
    "    train.loc[ train[field] == 0, field ] = avg\n",
    "    print('Field: %s; fixed %d entries with value: %.3f' % (field,length, avg))\n",
    "\n",
    "for field in fields :\n",
    "    replace_zero_field(train,field)\n",
    "\n",
    "for field in fields :\n",
    "    print('Field %s : num 0-entries: %d' % (field, len(train.loc[ train[field] == 0, field ])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pregnancies</th>\n",
       "      <th>Glucose</th>\n",
       "      <th>BloodPressure</th>\n",
       "      <th>SkinThickness</th>\n",
       "      <th>Insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>DiabetesPedigreeFunction</th>\n",
       "      <th>Age</th>\n",
       "      <th>Outcome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>121.656250</td>\n",
       "      <td>72.386719</td>\n",
       "      <td>29.108073</td>\n",
       "      <td>140.671875</td>\n",
       "      <td>32.455208</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>30.438286</td>\n",
       "      <td>12.096642</td>\n",
       "      <td>8.791221</td>\n",
       "      <td>86.383060</td>\n",
       "      <td>6.875177</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>18.200000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.750000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>121.500000</td>\n",
       "      <td>27.500000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>32.300000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Pregnancies     Glucose  BloodPressure  SkinThickness     Insulin  \\\n",
       "count   768.000000  768.000000     768.000000     768.000000  768.000000   \n",
       "mean      3.845052  121.656250      72.386719      29.108073  140.671875   \n",
       "std       3.369578   30.438286      12.096642       8.791221   86.383060   \n",
       "min       0.000000   44.000000      24.000000       7.000000   14.000000   \n",
       "25%       1.000000   99.750000      64.000000      25.000000  121.500000   \n",
       "50%       3.000000  117.000000      72.000000      29.000000  125.000000   \n",
       "75%       6.000000  140.250000      80.000000      32.000000  127.250000   \n",
       "max      17.000000  199.000000     122.000000      99.000000  846.000000   \n",
       "\n",
       "              BMI  DiabetesPedigreeFunction         Age     Outcome  \n",
       "count  768.000000                768.000000  768.000000  768.000000  \n",
       "mean    32.455208                  0.471876   33.240885    0.348958  \n",
       "std      6.875177                  0.331329   11.760232    0.476951  \n",
       "min     18.200000                  0.078000   21.000000    0.000000  \n",
       "25%     27.500000                  0.243750   24.000000    0.000000  \n",
       "50%     32.300000                  0.372500   29.000000    0.000000  \n",
       "75%     36.600000                  0.626250   41.000000    1.000000  \n",
       "max     67.100000                  2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看数据的描述信息\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEKCAYAAAAIO8L1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAE+JJREFUeJzt3X+0ZWV93/H3BwbUoHH4MbIow2SwjmnJUpGMFEOrEW0q2jJIxcSyZIKzOsmqURLS1NGkksTYaCJiqC3trGAYLIUgFRmUxkxHwBUTKDMoIKJlpARmYZkB+aUULPDtH+e5cBj23LtnhnPP4d73a62zzt7Pefa53+sa7se9n72fJ1WFJEk72mvcBUiSJpMBIUnqZEBIkjoZEJKkTgaEJKmTASFJ6mRASJI6GRCSpE4GhCSp04JxF7AnDjrooFq6dOm4y5Ck55XNmzffW1WLZur3vA6IpUuXsmnTpnGXIUnPK0n+tk8/LzFJkjoZEJKkTgaEJKmTASFJ6mRASJI6jTQgktyR5OYk30yyqbUdkGRDktva+/6tPUnOSbIlyU1JjhplbZKk6c3GGcSbqurIqlre9tcAG6tqGbCx7QMcDyxrr9XAubNQmyRpJ8ZxiWkFsK5trwNOHGq/oAauBRYmOWQM9UmSGH1AFPCXSTYnWd3aDq6q7wO095e19kOBu4aO3draJEljMOonqY+tqruTvAzYkOQ70/RNR1s9q9MgaFYDLFmyZI8L/NnfumCPv0Nzz+Y/PnXcJUhjN9IziKq6u71vAy4Djgbumbp01N63te5bgcOGDl8M3N3xnWuranlVLV+0aMapRCRJu2lkAZFkvyQvmdoGfgH4FrAeWNm6rQQub9vrgVPb3UzHAA9OXYqSJM2+UV5iOhi4LMnUz/mvVfUXSa4HLkmyCrgTOLn1vxJ4G7AFeAQ4bYS1SZJmMLKAqKrbgdd0tN8HvLmjvYD3jaoeSdKu8UlqSVInA0KS1MmAkCR1MiAkSZ0MCElSJwNCktTJgJAkdTIgJEmdDAhJUicDQpLUyYCQJHUyICRJnQwISVInA0KS1MmAkCR1MiAkSZ0MCElSJwNCktTJgJAkdTIgJEmdDAhJUicDQpLUyYCQJHUyICRJnQwISVInA0KS1MmAkCR1MiAkSZ0MCElSJwNCktTJgJAkdTIgJEmdRh4QSfZO8o0kX2r7hye5LsltSf48yb6t/QVtf0v7fOmoa5Mk7dxsnEGcDtw6tP8J4OyqWgbcD6xq7auA+6vqFcDZrZ8kaUxGGhBJFgNvB/607Qc4Dri0dVkHnNi2V7R92udvbv0lSWMw6jOITwP/Bniy7R8IPFBVj7f9rcChbftQ4C6A9vmDrb8kaQxmDIgk+yXZq22/MskJSfbpcdw/BbZV1ebh5o6u1eOz4e9dnWRTkk3bt2+fqQxJ0m7qcwbxNeCFSQ4FNgKnAef3OO5Y4IQkdwAXM7i09GlgYZIFrc9i4O62vRU4DKB9/lLgBzt+aVWtrarlVbV80aJFPcqQJO2OPgGRqnoEOAn491X1DuCImQ6qqg9V1eKqWgr8EvDVqjoFuAp4Z+u2Eri8ba9v+7TPv1pVzzqDkCTNjl4BkeT1wCnAl1vbgmn6z+SDwBlJtjAYYzivtZ8HHNjazwDW7MHPkCTtoT5/6H8d+BBwWVXdkuTlDM4Cequqq4Gr2/btwNEdfR4FTt6V75Ukjc6MAVFV1wDXJNmv7d8OfGDUhUmSxqvPXUyvT/Jt2sNuSV6T5D+OvDJJ0lj1GYP4NPBPgPsAqupG4A2jLEqSNH69HpSrqrt2aHpiBLVIkiZIn0Hqu5L8HFBtYr0P8My5lSRJc1CfM4hfBd7HYCqMrcCRbV+SNIf1uYvpXgbPQEiS5pE+dzGtS7JwaH//JJ8dbVmSpHHrc4np1VX1wNROVd0PvHZ0JUmSJkGfgNgryf5TO0kOYM+m2pAkPQ/0+UN/FvDXSaYW+TkZ+NjoSpIkTYI+g9QXJNkMvInBmg0nVdW3R16ZJGms+l4q+g6D9aMXACRZUlV3jqwqSdLYzRgQSd4PnAncw+AJ6jBY6e3Voy1NkjROfc4gTgd+uqruG3UxkqTJ0ecupruAB0ddiCRpsvQ5g7gduDrJl4HHphqr6lMjq0qSNHZ9AuLO9tq3vSRJ80Cf21x/DyDJflX1o9GXJEmaBK4oJ0nq5IpykqROrignSerkinKSpE6uKCdJ6jTtGUSSvYH3VJUryknSPDPtGURVPQGsmKVaJEkTpM8YxNeTfAb4c+Cp5yCq6oaRVSVJGrs+AfFz7f33h9oKOO65L0eSNClmGoPYCzi3qi6ZpXokSRNipjGIJ4Ffm6VaJEkTpM9trhuS/OskhyU5YOo18sokSWPVZwzive19+NmHAl7+3JcjSZoUfWZzPXw2CpEkTZY+a1Kf2tVeVRfMcNwLga8BL2g/59KqOjPJ4cDFwAHADQwexPtxkhcAFwA/y2BiwF+sqjt24XeRJD2H+oxBvG7o9Y+A3wVO6HHcY8BxVfUaBtNzvDXJMcAngLOrahlwP7Cq9V8F3F9VrwDObv0kSWPS5xLT+4f3k7wU+FyP4wr4Ydvdp72mnp/4F619HYPAOZfBE9u/29ovBT6TJO17JEmzrNd03zt4BFjWp2OSvZN8E9gGbAC+BzxQVY+3LlsZTAJIe78LoH3+IHDgbtQnSXoO9BmDuILB//OHQaAcAfR6cK7N5XRkkoXAZcDf7+o29aOm+Wy4ntXAaoAlS5b0KUOStBv63Ob6yaHtx4G/raqtu/JDquqBJFcDxwALkyxoZwmLgbtbt63AYcDWJAuAlwI/6PiutcBagOXLl3v5SZJGpM8lpjuB66rqmqr6OnBfkqUzHZRkUTtzIMmLgLcwWGjoKuCdrdtK4PK2vb7t0z7/quMPkjQ+fQLi88CTQ/tPtLaZHAJcleQm4HpgQ1V9CfggcEaSLQzGGM5r/c8DDmztZwBr+v0KkqRR6HOJaUFV/Xhqpz2zsO9MB1XVTcBrO9pvB47uaH8UOLlHPZKkWdDnDGJ7kqeee0iyArh3dCVJkiZBnzOIXwUubIsGwWAwufPpaknS3NHnQbnvAcckeTGQqnp49GVJksZtxktMSf5dkoVV9cOqejjJ/kn+YDaKkySNT58xiOOr6oGpnaq6H3jb6EqSJE2CPgGxd5tpFXjqmYYXTNNfkjQH9Bmk/i/AxiR/xmDqi/cymGRPkjSH9Rmk/qP2sNtbWtNHq+oroy1LkjRufc4gAL7B09N1f2N05Uiacufvv2rcJWgCLfnIzbP2s/rcxfQu4H8ymB/pXcB1Sd45/VGSpOe7PmcQvw28rqq2wWASPuB/MFjUR5I0R/W5i2mvqXBo7ut5nCTpeazPGcRfJPkKcFHb/0XgytGVJEmaBH3uYvqtJCcB/5DBqm9rq+qykVcmSRqrXncxVdUXgC+MuBZJ0gRxLEGS1MmAkCR12mlAJNnY3j8xe+VIkibFdGMQhyR5I3BCkosZDFA/papuGGllkqSxmi4gPgKsARYDn9rhswKOG1VRkqTx22lAVNWlwKVJ/m1VfXQWa5IkTYA+z0F8NMkJwBta09VV9aXRliVJGrc+k/X9IXA68O32Or21SZLmsD4Pyr0dOLKqngRIso7BlN8fGmVhkqTx6vscxMKh7ZeOohBJ0mTpcwbxh8A3klzF4FbXN+DZgyTNeX0GqS9KcjXwOgYB8cGq+j+jLkySNF59J+v7PrB+xLVIkiaIczFJkjoZEJKkTtMGRJK9knxrtoqRJE2OaQOiPftwY5Ils1SPJGlC9LnEdAhwS5KNSdZPvWY6KMlhSa5KcmuSW5Kc3toPSLIhyW3tff/WniTnJNmS5KYkR+3ZryZJ2hN97mL6vd387seB36yqG5K8BNicZAPwy8DGqvp4kjUMZoz9IHA8sKy9/gFwbnuXJI3BjGcQVXUNcAewT9u+HphxLYiq+v7UmhFV9TBwK3AosAJY17qtA05s2yuAC2rgWmBhkkN27deRJD1X+kzW9y+BS4H/3JoOBb64Kz8kyVLgtcB1wMHtuYqp5yteNvS9dw0dtrW1SZLGoM8YxPuAY4GHAKrqNp7+oz6jJC8G/hvw61X10HRdO9qq4/tWJ9mUZNP27dv7liFJ2kV9AuKxqvrx1E6SBXT84e6SZB8G4XBhVX2hNd8zdemovW9r7VuBw4YOXwzcveN3VtXaqlpeVcsXLVrUpwxJ0m7oExDXJPkw8KIk/xj4PHDFTAclCXAecGtVDS9Zuh5Y2bZXApcPtZ/a7mY6Bnhw6lKUJGn29bmLaQ2wCrgZ+BXgSuBPexx3LPAe4OYk32xtHwY+DlySZBVwJ3By++xK4G3AFuAR4LSev4MkaQT6zOb6ZFsk6DoGl5a+W1UzXmKqqr+ie1wB4M0d/YvBeIckaQLMGBBJ3g78J+B7DP7gH57kV6rqv4+6OEnS+PS5xHQW8Kaq2gKQ5O8CXwYMCEmaw/oMUm+bCofmdp6+80iSNEft9AwiyUlt85YkVwKXMBiDOJnB09SSpDlsuktM/2xo+x7gjW17O7D/yCqSJE2EnQZEVXmbqSTNY33uYjoceD+wdLh/VZ0wurIkSePW5y6mLzJ4IvoK4MnRliNJmhR9AuLRqjpn5JVIkiZKn4D4kyRnAn8JPDbVOLXWgyRpbuoTEK9iMKfScTx9ianaviRpjuoTEO8AXj485bckae7r8yT1jcDCURciSZosfc4gDga+k+R6njkG4W2ukjSH9QmIM0dehSRp4vRZD+Ka2ShEkjRZ+jxJ/TBPr0G9L7AP8KOq+slRFiZJGq8+ZxAvGd5PciJw9MgqkiRNhD53MT1DVX0Rn4GQpDmvzyWmk4Z29wKW8/QlJ0nSHNXnLqbhdSEeB+4AVoykGknSxOgzBuG6EJI0D0235OhHpjmuquqjI6hHkjQhpjuD+FFH237AKuBAwICQpDlsuiVHz5raTvIS4HTgNOBi4KydHSdJmhumHYNIcgBwBnAKsA44qqrun43CJEnjNd0YxB8DJwFrgVdV1Q9nrSpJ0thN96DcbwJ/B/gd4O4kD7XXw0kemp3yJEnjMt0YxC4/ZS1JmjsMAUlSJwNCktTJgJAkdTIgJEmdRhYQST6bZFuSbw21HZBkQ5Lb2vv+rT1JzkmyJclNSY4aVV2SpH5GeQZxPvDWHdrWABurahmwse0DHA8sa6/VwLkjrEuS1MPIAqKqvgb8YIfmFQyeyKa9nzjUfkENXAssTHLIqGqTJM1stscgDq6q7wO095e19kOBu4b6bW1tz5JkdZJNSTZt3759pMVK0nw2KYPU6WjrXLWuqtZW1fKqWr5o0aIRlyVJ89dsB8Q9U5eO2vu21r4VOGyo32Lg7lmuTZI0ZLYDYj2wsm2vBC4faj+13c10DPDg1KUoSdJ49FmTerckuQj4eeCgJFuBM4GPA5ckWQXcCZzcul8JvA3YAjzCYN0JSdIYjSwgqurdO/nozR19C3jfqGqRJO26SRmkliRNGANCktTJgJAkdTIgJEmdDAhJUicDQpLUyYCQJHUyICRJnQwISVInA0KS1MmAkCR1MiAkSZ0MCElSJwNCktTJgJAkdTIgJEmdDAhJUicDQpLUyYCQJHUyICRJnQwISVInA0KS1MmAkCR1MiAkSZ0MCElSJwNCktTJgJAkdTIgJEmdDAhJUicDQpLUyYCQJHUyICRJnSYqIJK8Ncl3k2xJsmbc9UjSfDYxAZFkb+A/AMcDRwDvTnLEeKuSpPlrYgICOBrYUlW3V9WPgYuBFWOuSZLmrUkKiEOBu4b2t7Y2SdIYLBh3AUPS0VbP6pSsBla33R8m+e5Iq5pfDgLuHXcRkyCfXDnuEvRM/tuccmbXn8pd9lN9Ok1SQGwFDhvaXwzcvWOnqloLrJ2touaTJJuqavm465B25L/N8ZikS0zXA8uSHJ5kX+CXgPVjrkmS5q2JOYOoqseT/BrwFWBv4LNVdcuYy5KkeWtiAgKgqq4Erhx3HfOYl+40qfy3OQapetY4sCRJEzUGIUmaIAaEnOJEEyvJZ5NsS/KtcdcyHxkQ85xTnGjCnQ+8ddxFzFcGhJziRBOrqr4G/GDcdcxXBoSc4kRSJwNCvaY4kTT/GBDqNcWJpPnHgJBTnEjqZEDMc1X1ODA1xcmtwCVOcaJJkeQi4G+An06yNcmqcdc0n/gktSSpk2cQkqROBoQkqZMBIUnqZEBIkjoZEJKkTgaE5r0ki5NcnuS2JN9L8iftmZDpjvnwbNUnjYsBoXktSYAvAF+sqmXAK4EXAx+b4VADQnOeAaH57jjg0ar6M4CqegL4DeC9Sf5Vks9MdUzypSQ/n+TjwIuSfDPJhe2zU5PclOTGJJ9rbT+VZGNr35hkSWs/P8m5Sa5KcnuSN7Z1D25Ncv7Qz/uFJH+T5IYkn0/y4ln7X0XCgJB+Btg83FBVDwF3spM126tqDfB/q+rIqjolyc8Avw0cV1WvAU5vXT8DXFBVrwYuBM4Z+pr9GYTTbwBXAGe3Wl6V5MgkBwG/A7ylqo4CNgFnPBe/sNRX538A0jwSumev3Vl7l+OAS6vqXoCqmlq/4PXASW37c8AfDR1zRVVVkpuBe6rqZoAktwBLGUyaeATw9cFVMPZlMOWENGsMCM13twD/fLghyU8ymOH2QZ55lv3CnXxH3zAZ7vNYe39yaHtqfwHwBLChqt7d43ulkfASk+a7jcBPJDkVnlqC9SwGS13eDhyZZK8khzFYfW/K/0uyz9B3vCvJge07Dmjtf81gdlyAU4C/2oW6rgWOTfKK9p0/keSVu/rLSXvCgNC8VoPZKt8BnJzkNuB/AY8yuEvp68D/Bm4GPgncMHToWuCmJBe22W8/BlyT5EbgU63PB4DTktwEvIenxyb61LUd+GXgonb8tcDf293fU9odzuYqSerkGYQkqZMBIUnqZEBIkjoZEJKkTgaEJKmTASFJ6mRASJI6GRCSpE7/H6faJrOoDn8hAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xad2ebe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Outcome 分布，看看各类样本分布是否均衡\n",
    "sns.countplot(train.Outcome);\n",
    "pyplot.xlabel('Outcome');\n",
    "pyplot.ylabel('Number of occurrences');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "样本不均衡。没有糖尿病明显多于糖尿病或者，交叉验证对分类任务缺省的是采用StratifiedKFold，在每折采样时根据各类样本按比例采样"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xae81a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#查看各个数据的关系\n",
    "sns.pairplot(data=train, hue='Outcome')\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"from sklearn.decomposition import PCA\\npca = PCA(n_components=2)\\n\\nX_train = pca.fit_transform(X_train)\\nX_test = pca.transform(X_test)\\n\\nprint(pca.explained_variance_ratio_)\\nprint('PCA sum: {:.2f}%'.format(sum(pca.explained_variance_ratio_) * 100))\""
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#可使用PCA分析\n",
    "'''from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "\n",
    "X_train = pca.fit_transform(X_train)\n",
    "X_test = pca.transform(X_test)\n",
    "\n",
    "print(pca.explained_variance_ratio_)\n",
    "print('PCA sum: {:.2f}%'.format(sum(pca.explained_variance_ratio_) * 100))'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(768, 8)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#把数据分开，X，y，并查看相关维度\n",
    "data_arr = train.values\n",
    "X = data_arr[:,0:8]\n",
    "y= data_arr[:,8]\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(768,)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看y的维度\n",
    "y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、训练数据和测试数据分开"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#随机选择20%为测试集，使用train_test_split\n",
    "test_size = 0.2\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,y, test_size=test_size, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据标准化\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 初始化特征的标准化器\n",
    "ss_X = StandardScaler()\n",
    "\n",
    "# 分别对训练和测试数据的特征进行标准化处理\n",
    "X_train = ss_X.fit_transform(X_train)\n",
    "X_test = ss_X.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里一定注意X_test也要标准化操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三 逻辑回归\n",
    "default Logistic Regression\n",
    "1、使用缺省参数的逻辑回归进行预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#使用缺省参数的逻辑回归\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "lr= LogisticRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "logloss of each fold is:  [0.53275646 0.42847544 0.48000551 0.5518312  0.46334707]\n",
      "cv logloss is: 0.49128313575117294\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "# 交叉验证用于评估模型性能和进行参数调优（模型选择）\n",
    "#分类任务中交叉验证缺省是采用StratifiedKFold\n",
    "from sklearn.cross_validation import cross_val_score\n",
    "loss = cross_val_score(lr, X_train, y_train, cv=5, scoring='neg_log_loss')\n",
    "print ('logloss of each fold is: ',-loss)\n",
    "print('cv logloss is:', -loss.mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过5次交叉验证得到的cv logloss 等于0.49"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、正则化的 Logistic Regression及参数调优\n",
    "logistic回归的需要调整超参数有：C（正则系数，一般在log域（取log后的值）均匀设置候选参数）和正则函数penalty（L2/L1） 目标函数为：J = sum(logloss(f(xi), yi)) + C* penalty\n",
    "在sklearn框架下，不同学习器的参数调整步骤相同： 设置候选参数集合 调用GridSearchCV 调用fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, error_score='raise',\n",
       "       estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False),\n",
       "       fit_params=None, iid=True, n_jobs=1,\n",
       "       param_grid={'penalty': ['l1', 'l2'], 'C': [0.001, 0.01, 0.1, 1, 10, 100, 1000]},\n",
       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
       "       scoring='neg_log_loss', verbose=0)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#尝试使用带正则的逻辑回归，讯号参数C的集合，综合L1和L2正则，寻找最优解\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "#需要调优的参数\n",
    "# 请尝试将L1正则和L2正则分开，并配合合适的优化求解算法（slover）\n",
    "#tuned_parameters = {'penalty':['l1','l2'],\n",
    "#                   'C': [0.001, 0.01, 0.1, 1, 10, 100, 1000]\n",
    "#                   }\n",
    "penaltys = ['l1','l2']\n",
    "Cs = [0.001, 0.01, 0.1, 1, 10, 100, 1000]\n",
    "tuned_parameters = dict(penalty = penaltys, C = Cs)\n",
    "\n",
    "lr_penalty= LogisticRegression()\n",
    "grid= GridSearchCV(lr_penalty, tuned_parameters,cv=5, scoring='neg_log_loss')\n",
    "grid.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "带正则的逻辑回归，正则函数L1,L2和正则系数C,给定C的范围，使用GridSearchCV将找到范围内的最优解和相对应的正则函数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('mean_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n",
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('split0_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n",
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('split1_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n",
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('split2_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n",
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('split3_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n",
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('split4_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n",
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('std_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'mean_fit_time': array([0.00060005, 0.00140018, 0.00159998, 0.00180011, 0.00120015,\n",
       "        0.00140004, 0.00160017, 0.00160012, 0.00180011, 0.0012001 ,\n",
       "        0.00160017, 0.00140014, 0.00200009, 0.00140009]),\n",
       " 'mean_score_time': array([0.00100002, 0.00380011, 0.00120015, 0.00100002, 0.00100002,\n",
       "        0.0012001 , 0.00100002, 0.00100002, 0.00099998, 0.00100007,\n",
       "        0.00120006, 0.00099998, 0.0012001 , 0.00100012]),\n",
       " 'mean_test_score': array([-0.69314718, -0.64115538, -0.66652016, -0.53445372, -0.49512776,\n",
       "        -0.49168581, -0.4913234 , -0.49129757, -0.49176567, -0.49177242,\n",
       "        -0.49182657, -0.49182922, -0.49183353, -0.491835  ]),\n",
       " 'mean_train_score': array([-0.69314718, -0.63975931, -0.66525283, -0.52835662, -0.48538231,\n",
       "        -0.47817607, -0.47441707, -0.47425327, -0.47418642, -0.47418462,\n",
       "        -0.4741839 , -0.47418388, -0.47418387, -0.47418387]),\n",
       " 'param_C': masked_array(data=[0.001, 0.001, 0.01, 0.01, 0.1, 0.1, 1, 1, 10, 10, 100,\n",
       "                    100, 1000, 1000],\n",
       "              mask=[False, False, False, False, False, False, False, False,\n",
       "                    False, False, False, False, False, False],\n",
       "        fill_value='?',\n",
       "             dtype=object),\n",
       " 'param_penalty': masked_array(data=['l1', 'l2', 'l1', 'l2', 'l1', 'l2', 'l1', 'l2', 'l1',\n",
       "                    'l2', 'l1', 'l2', 'l1', 'l2'],\n",
       "              mask=[False, False, False, False, False, False, False, False,\n",
       "                    False, False, False, False, False, False],\n",
       "        fill_value='?',\n",
       "             dtype=object),\n",
       " 'params': [{'C': 0.001, 'penalty': 'l1'},\n",
       "  {'C': 0.001, 'penalty': 'l2'},\n",
       "  {'C': 0.01, 'penalty': 'l1'},\n",
       "  {'C': 0.01, 'penalty': 'l2'},\n",
       "  {'C': 0.1, 'penalty': 'l1'},\n",
       "  {'C': 0.1, 'penalty': 'l2'},\n",
       "  {'C': 1, 'penalty': 'l1'},\n",
       "  {'C': 1, 'penalty': 'l2'},\n",
       "  {'C': 10, 'penalty': 'l1'},\n",
       "  {'C': 10, 'penalty': 'l2'},\n",
       "  {'C': 100, 'penalty': 'l1'},\n",
       "  {'C': 100, 'penalty': 'l2'},\n",
       "  {'C': 1000, 'penalty': 'l1'},\n",
       "  {'C': 1000, 'penalty': 'l2'}],\n",
       " 'rank_test_score': array([14, 12, 13, 11, 10,  3,  2,  1,  4,  5,  6,  7,  8,  9]),\n",
       " 'split0_test_score': array([-0.69314718, -0.64251837, -0.66490348, -0.54573077, -0.52203335,\n",
       "        -0.52426193, -0.53166979, -0.53275646, -0.53437262, -0.53449679,\n",
       "        -0.5346645 , -0.53468606, -0.53469755, -0.53470515]),\n",
       " 'split0_train_score': array([-0.69314718, -0.63875932, -0.66165776, -0.52220515, -0.47492553,\n",
       "        -0.46726818, -0.46298564, -0.46280904, -0.46273166, -0.46272985,\n",
       "        -0.46272903, -0.46272899, -0.46272899, -0.46272898]),\n",
       " 'split1_test_score': array([-0.69314718, -0.63653377, -0.67078609, -0.51125506, -0.45018619,\n",
       "        -0.44059604, -0.42913876, -0.42847544, -0.4273252 , -0.4272401 ,\n",
       "        -0.42712593, -0.42711726, -0.42710958, -0.42710498]),\n",
       " 'split1_train_score': array([-0.69314718, -0.64234439, -0.67542475, -0.53741317, -0.49886198,\n",
       "        -0.49251503, -0.48940685, -0.48926308, -0.48921021, -0.48920816,\n",
       "        -0.48920759, -0.48920757, -0.48920757, -0.48920756]),\n",
       " 'split2_test_score': array([-0.69314718, -0.64579294, -0.66436139, -0.53922395, -0.48891087,\n",
       "        -0.48367266, -0.48054184, -0.48000551, -0.48014606, -0.48010944,\n",
       "        -0.48013314, -0.48012865, -0.48013076, -0.48013066]),\n",
       " 'split2_train_score': array([-0.69314718, -0.63796027, -0.66156407, -0.5293923 , -0.48949952,\n",
       "        -0.48126639, -0.47757822, -0.47739567, -0.47732917, -0.4773273 ,\n",
       "        -0.47732658, -0.47732656, -0.47732655, -0.47732655]),\n",
       " 'split3_test_score': array([-0.69314718, -0.64592296, -0.66400355, -0.56088394, -0.54484196,\n",
       "        -0.54292097, -0.55201196, -0.5518312 , -0.55371257, -0.55371752,\n",
       "        -0.55392465, -0.55392386, -0.55393861, -0.55394469]),\n",
       " 'split3_train_score': array([-0.69314718, -0.6368967 , -0.65514832, -0.51846565, -0.47029354,\n",
       "        -0.46438953, -0.46009858, -0.4599134 , -0.45983397, -0.45983204,\n",
       "        -0.45983118, -0.45983116, -0.45983115, -0.45983115]),\n",
       " 'split4_test_score': array([-0.69314718, -0.6349864 , -0.66855554, -0.51514109, -0.4696447 ,\n",
       "        -0.46692788, -0.46319129, -0.46334707, -0.46319688, -0.46322242,\n",
       "        -0.46320857, -0.46321404, -0.46321491, -0.46321324]),\n",
       " 'split4_train_score': array([-0.69314718, -0.64283587, -0.67246924, -0.53430682, -0.49333098,\n",
       "        -0.48544122, -0.48201605, -0.48188519, -0.48182708, -0.48182576,\n",
       "        -0.48182514, -0.48182512, -0.48182511, -0.48182511]),\n",
       " 'std_fit_time': array([0.00048994, 0.00048982, 0.00080005, 0.00040009, 0.00039997,\n",
       "        0.00048994, 0.0004898 , 0.00048996, 0.00040009, 0.00040011,\n",
       "        0.0004899 , 0.00048986, 0.00063256, 0.0004899 ]),\n",
       " 'std_score_time': array([1.16800773e-07, 3.60014439e-03, 3.99971037e-04, 1.16800773e-07,\n",
       "        1.16800773e-07, 3.99994861e-04, 1.16800773e-07, 1.16800773e-07,\n",
       "        9.53674316e-08, 1.16800773e-07, 4.00018706e-04, 9.53674316e-08,\n",
       "        4.00114074e-04, 1.78416128e-07]),\n",
       " 'std_test_score': array([0.        , 0.00458698, 0.00268114, 0.018734  , 0.03433158,\n",
       "        0.03732883, 0.04489713, 0.04523934, 0.04637013, 0.04641691,\n",
       "        0.04653531, 0.04654108, 0.04654906, 0.04655357]),\n",
       " 'std_train_score': array([0.        , 0.00239077, 0.00753893, 0.0071298 , 0.01094394,\n",
       "        0.01074234, 0.01120828, 0.01122513, 0.01123544, 0.01123547,\n",
       "        0.01123558, 0.01123558, 0.01123558, 0.01123558])}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid.cv_results_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过GridSearchCV后，不同L1，L2和C下的参数和结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4912975678825054\n",
      "{'C': 1, 'penalty': 'l2'}\n"
     ]
    }
   ],
   "source": [
    "# examine the best model\n",
    "print(-grid.best_score_)\n",
    "print(grid.best_params_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最优解为L2正则，C=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('mean_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n",
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\deprecation.py:122: FutureWarning: You are accessing a training score ('std_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n",
      "  warnings.warn(*warn_args, **warn_kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106feb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#通过L1，L2的值还有CV误差曲线，画出L1、L2正则下的训练和测试曲线\n",
    "\n",
    "\n",
    "# plot CV误差曲线\n",
    "test_means = grid.cv_results_[ 'mean_test_score' ]\n",
    "test_stds = grid.cv_results_[ 'std_test_score' ]\n",
    "train_means = grid.cv_results_[ 'mean_train_score' ]\n",
    "train_stds = grid.cv_results_[ 'std_train_score' ]\n",
    "\n",
    "\n",
    "# plot results\n",
    "n_Cs = len(Cs)\n",
    "number_penaltys = len(penaltys)\n",
    "test_scores = np.array(test_means).reshape(n_Cs,number_penaltys)\n",
    "train_scores = np.array(train_means).reshape(n_Cs,number_penaltys)\n",
    "test_stds = np.array(test_stds).reshape(n_Cs,number_penaltys)\n",
    "train_stds = np.array(train_stds).reshape(n_Cs,number_penaltys)\n",
    "\n",
    "x_axis = np.log10(Cs)\n",
    "for i, value in enumerate(penaltys):\n",
    "    #pyplot.plot(log(Cs), test_scores[i], label= 'penalty:'   + str(value))\n",
    "    pyplot.errorbar(x_axis, test_scores[:,i], yerr=test_stds[:,i] ,label = penaltys[i] +' Test')\n",
    "    pyplot.errorbar(x_axis, train_scores[:,i], yerr=train_stds[:,i] ,label = penaltys[i] +' Train')\n",
    "    \n",
    "pyplot.legend()\n",
    "pyplot.xlabel( 'log(C)' )                                                                                                      \n",
    "pyplot.ylabel( 'neg-logloss' )\n",
    "pyplot.savefig('LogisticGridSearchCV_C.png' )\n",
    "\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图给出了L1正则和L2正则下、不同正则参数C对应的模型在训练集上测试集上的正确率（score）。可以看出在训练集上C越大（正则越少）的模型性能越好；但在测试集上当C=1时性能最好，L1和L2都是。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3、用LogisticRegressionCV实现正则化的 Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=[1, 10, 100, 1000], class_weight=None, cv=5,\n",
       "           dual=False, fit_intercept=True, intercept_scaling=1.0,\n",
       "           max_iter=100, multi_class='ovr', n_jobs=1, penalty='l1',\n",
       "           random_state=None, refit=True, scoring='neg_log_loss',\n",
       "           solver='liblinear', tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#使用L1正则的逻辑回归模型\n",
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "\n",
    "Cs = [1, 10,100,1000]\n",
    "\n",
    "lrcv_L1 = LogisticRegressionCV(Cs=Cs, cv = 5, scoring='neg_log_loss', penalty='l1', solver='liblinear', multi_class='ovr')\n",
    "lrcv_L1.fit(X_train, y_train)    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "确定L1正则，并通过给定C的范围，同时给定其他参数进行训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1.0: array([[-0.53167935, -0.53437146, -0.53467105, -0.5346984 ],\n",
       "        [-0.42914   , -0.42732628, -0.42712949, -0.42710878],\n",
       "        [-0.4805479 , -0.4801445 , -0.48013264, -0.48013145],\n",
       "        [-0.55200319, -0.553711  , -0.55392661, -0.55393543],\n",
       "        [-0.46318991, -0.46319519, -0.46321271, -0.46320679]])}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lrcv_L1.scores_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106fa588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scores_：dict with classes as the keys, and the values as the grid of scores obtained during cross-validating each fold,\n",
    "# Each dict value has shape (n_folds, len(Cs))\n",
    "n_Cs = len(Cs)\n",
    "n_classes = 2\n",
    "scores =  np.zeros((n_classes,n_Cs))\n",
    "#for j in range(n_classes):\n",
    "scores[1][:] = np.mean(lrcv_L1.scores_[1],axis = 0)\n",
    "    \n",
    "mse_mean = -np.mean(scores, axis = 0)\n",
    "pyplot.plot(np.log10(Cs), mse_mean.reshape(n_Cs,1)) \n",
    "#plt.plot(np.log10(reg.Cs)*np.ones(3), [0.28, 0.29, 0.30])\n",
    "pyplot.xlabel('log(C)')\n",
    "pyplot.ylabel('neg-logloss')\n",
    "pyplot.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "L1的曲线和GridSearchCV得到值不太一样，有一定的区别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.32257684,  1.1150226 , -0.15196645, -0.01280996, -0.11660996,\n",
       "         0.64575096,  0.25782096,  0.20147303]])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lrcv_L1.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "得到了L1的惩罚系数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#使用L2正则的逻辑回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=[1, 10, 100, 1000], class_weight=None, cv=5,\n",
       "           dual=False, fit_intercept=True, intercept_scaling=1.0,\n",
       "           max_iter=100, multi_class='ovr', n_jobs=1, penalty='l2',\n",
       "           random_state=None, refit=True, scoring='neg_log_loss',\n",
       "           solver='liblinear', tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#使用L2正则，参数使用和L1相同的\n",
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "\n",
    "Cs = [1, 10,100,1000]\n",
    "\n",
    "# 大量样本（6W+）、高维度（93），L2正则 --> 缺省用lbfgs，为了和GridSeachCV比较，也用liblinear\n",
    "\n",
    "lr_cv_L2 = LogisticRegressionCV(Cs=Cs, cv = 5, scoring='neg_log_loss', penalty='l2', solver='liblinear', multi_class='ovr')\n",
    "lr_cv_L2.fit(X_train, y_train)    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "确定L2正则，并通过给定C的范围，同时给定其他参数进行训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1.0: array([[-0.53275646, -0.53449679, -0.53468606, -0.53470515],\n",
       "        [-0.42847544, -0.4272401 , -0.42711726, -0.42710498],\n",
       "        [-0.48000551, -0.48010944, -0.48012865, -0.48013066],\n",
       "        [-0.5518312 , -0.55371752, -0.55392386, -0.55394469],\n",
       "        [-0.46334707, -0.46322242, -0.46321404, -0.46321324]])}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr_cv_L2.scores_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "发现L2的分数和L1差不多"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe8a6940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dict with classes as the keys, and the values as the grid of scores obtained during cross-validating each fold,\n",
    "# Each dict value has shape (n_folds, len(Cs))\n",
    "n_Cs = len(Cs)\n",
    "n_classes = 2\n",
    "scores =  np.zeros((n_classes,n_Cs))\n",
    "\n",
    "#for j in range(n_classes):\n",
    "scores[1][:] = np.mean(lr_cv_L2.scores_[1],axis = 0)\n",
    "    \n",
    "mse_mean = -np.mean(scores, axis = 0)\n",
    "pyplot.plot(np.log10(Cs), mse_mean.reshape(n_Cs,1)) \n",
    "#plt.plot(np.log10(reg.Cs)*np.ones(3), [0.28, 0.29, 0.30])\n",
    "pyplot.xlabel('log(C)')\n",
    "pyplot.ylabel('neg-logloss')\n",
    "pyplot.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "曲线和L1正则的基本吻合,故判断本例子使用L1和L2区别不大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.32881467,  1.11953781, -0.16838795, -0.03249804, -0.12809955,\n",
       "         0.66883854,  0.26706856,  0.21395961]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr_cv_L2.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "L2 惩罚系数和L1相差不多"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
